According to @dydxfoundation, Numia has been a critical data provider for the dYdX platform since the v4 launch. One of the major challenges faced was the mempool, which contains significantly more transaction data than what gets settled on-chain, most of which is noise. Numia engineered real-time infrastructure, including advanced hardware, storage, and processing systems, to filter the noise and extract actionable signals, enabling more efficient trading operations.

According to @DeepLearningAI, researchers from Tencent, Xiamen University, and Fudan University introduced FlashWorld, an AI model that generates high quality, coherent 3D scenes from text or images in seconds, source: @DeepLearningAI. According to @DeepLearningAI, the method combines 2D first and 3D direct pipelines and distills a multi step diffusion process to accelerate text to 3D and image to 3D generation, source: @DeepLearningAI.